# Semantic Segmentation on Sensat Urban Source: [Semantic Segmentation on Sensat Urban]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:54:01.175Z Evaluation of Semantic Segmentation performance on the Sensat Urban dataset, reporting metrics including Overall Accuracy (OA) and mean Intersection over Union (mIoU). A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Semantic Segmentation | | Dataset (including any stated split) | Sensat Urban | | Metric | OA | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [OA](): Higher is better; unit: PERCENT. - [mIoU](): Higher is better; unit: PERCENT. - [Accuracy: Ground](): Higher is better; unit: PERCENT. - [Accuracy: Vegetation](): Higher is better; unit: PERCENT. - [Accuracy: Building](): Higher is better; unit: PERCENT. - [Accuracy: Wall](): Higher is better; unit: PERCENT. - [Accuracy: Bridge](): Higher is better; unit: PERCENT. - [Accuracy: Parking](): Higher is better; unit: PERCENT. - [Accuracy: Rail](): Higher is better; unit: PERCENT. - [Accuracy: Traffic](): Higher is better; unit: PERCENT. - [Accuracy: Street](): Higher is better; unit: PERCENT. - [Accuracy: Car](): Higher is better; unit: PERCENT. - [Accuracy: Footpath](): Higher is better; unit: PERCENT. - [Accuracy: Bike](): Higher is better; unit: PERCENT. - [Accuracy: Water](): Higher is better; unit: PERCENT. ## Recorded results | Method | OA | Result date | Report paper | | --- | --- | --- | --- | | EyeNet | 93.7 | Not recorded | 68fa6fbe1e209131cea47309 | | KPConv | 93.2 | Not recorded | 68fa6fbe1e209131cea47309 | | RandLA++ | 91.9 | Not recorded | 68fa6fbe1e209131cea47309 | | RandLA | 89.78 | Not recorded | 68fa6fbe1e209131cea47309 | | SparseConv | 88.66 | Not recorded | 68fa6fbe1e209131cea47309 | | SPGraph | 85.27 | Not recorded | 68fa6fbe1e209131cea47309 | | PointNet++ | 84.3 | Not recorded | 68fa6fbe1e209131cea47309 | | PointNet | 80.78 | Not recorded | 68fa6fbe1e209131cea47309 | | Tangent Conv | 76.97 | Not recorded | 68fa6fbe1e209131cea47309 | ### EyeNet OA: 93.7. Result ID: 6990ea4b3a6c31484904426b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KPConv OA: 93.2. Result ID: 6990ea4b3a6c314849044268. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RandLA++ OA: 91.9. Result ID: 6990ea4b3a6c31484904426a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RandLA OA: 89.78. Result ID: 6990ea4b3a6c314849044269. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SparseConv OA: 88.66. Result ID: 6990ea4b3a6c314849044267. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SPGraph OA: 85.27. Result ID: 6990ea4b3a6c314849044266. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PointNet++ OA: 84.3. Result ID: 6990ea4b3a6c314849044264. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PointNet OA: 80.78. Result ID: 6990ea4b3a6c314849044263. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Tangent Conv OA: 76.97. Result ID: 6990ea4b3a6c314849044265. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.